{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting pydotplus\n",
      "  Downloading pydotplus-2.0.2.tar.gz (278 kB)\n",
      "Requirement already satisfied: pyparsing>=2.0.1 in d:\\install\\anaconda3\\lib\\site-packages (from pydotplus) (2.4.6)\n",
      "Building wheels for collected packages: pydotplus\n",
      "  Building wheel for pydotplus (setup.py): started\n",
      "  Building wheel for pydotplus (setup.py): finished with status 'done'\n",
      "  Created wheel for pydotplus: filename=pydotplus-2.0.2-py3-none-any.whl size=24572 sha256=840e260e3d0e276738952664022647ee73d9d371987ab7b4ed6c73ca6d45284d\n",
      "  Stored in directory: c:\\users\\wang1\\appdata\\local\\pip\\cache\\wheels\\1e\\7b\\04\\7387cf6cc9e48b4a96e361b0be812f0708b394b821bf8c9c50\n",
      "Successfully built pydotplus\n",
      "Installing collected packages: pydotplus\n",
      "Successfully installed pydotplus-2.0.2\n"
     ]
    }
   ],
   "source": [
    "#!pip install pydotplus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(ccp_alpha=0.0, class_weight=None, criterion='entropy',\n",
       "                       max_depth=6, max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort='deprecated',\n",
       "                       random_state=1, splitter='best')"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from htc66 import *\n",
    "image_data,image_label = generate_data()\n",
    "X1 = np.array([np.array(get_feature(ida)).reshape(6) for ida in image_data])\n",
    "y1 = np.array(image_label)\n",
    "\n",
    "\n",
    "from sklearn.tree import DecisionTreeClassifier # Import decision tree classifier model\n",
    "\n",
    "# 使用熵进行分类\n",
    "\n",
    "\"\"\"\n",
    "特征>阈值(threshold)来描述分类器，特征是遍历得到的，th也是遍历得到的，有时候遍历效果太慢，\n",
    "计算量太大，这时候我们就在一定的范围内随机选择这些值，选择只后每一组特征和他们的th会\n",
    "构成一些分类器，这时候会计算他们的信息熵或信息增益或信息增益率 或基尼系数或者是纯度，\n",
    "算完之后会评价这些分类器怎么样，在所有分类器中选一个最好的作为当前节点的分类器\n",
    "\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "tree1 = DecisionTreeClassifier(criterion='entropy', # Initialize and fitclassifier\n",
    "max_depth=6, random_state=1)\n",
    "\n",
    "# 构建这棵树，这个执行完之后，一颗决策树就完成了\n",
    "tree1.fit(X1,y1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pydotplus.graphviz import graph_from_dot_data\n",
    "from sklearn.tree import export_graphviz\n",
    "def display_tree(tree,savename='tree.png'):\n",
    "    # Create dot data\n",
    "    dot_data = export_graphviz(\n",
    "    tree,\n",
    "    filled=True,  # 由颜色标识不纯度\n",
    "    rounded=True, # 树节点为圆角矩形\n",
    "    out_file=None\n",
    "    )\n",
    "    graph = graph_from_dot_data(dot_data) # Create graph from dot data\n",
    "    graph.write_png(savename) # Write graphto PNG image\n",
    "    \n",
    "display_tree(tree1,\"imgs/no_labels_htc66_tree.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2557, 636)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b674c58c48>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2160x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 推荐本地打开看\n",
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "img = Image.open(\"imgs/no_labels_htc66_tree.png\")\n",
    "print(img.size)\n",
    "plt.figure(figsize= (30,25))\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pydotplus.graphviz import graph_from_dot_data\n",
    "from sklearn.tree import export_graphviz\n",
    "def display_tree(tree,class_names,feature_names,savename='tree.png'):\n",
    "    # Create dot data\n",
    "    dot_data = export_graphviz(\n",
    "    tree,\n",
    "    filled=True,\n",
    "    rounded=True,\n",
    "    class_names=class_names,\n",
    "    feature_names=feature_names,\n",
    "    out_file=None\n",
    "    )\n",
    "    graph = graph_from_dot_data(dot_data) # Create graph from dot data\n",
    "    graph.write_png(savename) # Write graphto PNG image\n",
    "    \n",
    "# 类别名 ,也就是分类的标签名\n",
    "class_names=['0','1','2','3','4','5','6','7','8','9']\n",
    "# 特征名，等于提取特征的长度\n",
    "feature_names=[]\n",
    "for i in range(6):\n",
    "    feature_names.append(['f%s'%(i)])\n",
    "display_tree(tree1,class_names,feature_names,\"imgs/with_labels_htc66_tree.png\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2557, 736)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x2b675089748>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from torchvision import transforms\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "img = Image.open(\"imgs/with_labels_htc66_tree.png\")\n",
    "print(img.size)\n",
    "plt.figure(figsize= (30,25))\n",
    "plt.imshow(img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
